{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import stats, integrate\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)\n",
    "np.random.seed(sum(map(ord, \"distributions\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c1efe94208>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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33nhD77//vn7yk5/oggsu0NKlS3XFFVdo+/btrg0LAADclXMI7N27V42NjWpvb5fjfPLa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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1ee1e2e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(size=100)\n",
    "sns.distplot(x,kde=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c1efed05c0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6jtP60at+JbtnvDfH8cnvb67JuSV7uurcYrNMZm0sCLz11ltauXKlXn/9deXn52vYsGHa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\nMYIAAAAW+/9XBdxUGQgv1wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1ee2d1cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, bins=20, kde=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据分布情况  ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c1efc6eef0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GAYVHI8pz9kwRKT8qEeK3Nm36pXithsTEbgankd8LsgXTuecdABw+sIvULesN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\nQgghjFARQQghhBBG7L6IaGhoQGxsLMaNG4cxY8Z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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1efe79208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.gamma(6, size=200)\n",
    "sns.distplot(x, kde=False, fit=stats.gamma)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据均值和协方差生成数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2.190873</td>\n",
       "      <td>2.902961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.387901</td>\n",
       "      <td>3.441322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.304909</td>\n",
       "      <td>0.586173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.016867</td>\n",
       "      <td>0.907323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.284953</td>\n",
       "      <td>1.189304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.050474</td>\n",
       "      <td>0.670980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.722333</td>\n",
       "      <td>1.062931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.026326</td>\n",
       "      <td>1.294782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.788587</td>\n",
       "      <td>0.669541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.372764</td>\n",
       "      <td>1.731517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.793945</td>\n",
       "      <td>0.844329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-1.587542</td>\n",
       "      <td>-0.325003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.982330</td>\n",
       "      <td>-0.079164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.709190</td>\n",
       "      <td>0.617583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.320185</td>\n",
       "      <td>1.700419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-1.107602</td>\n",
       "      <td>1.969576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.152153</td>\n",
       "      <td>0.863231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.672152</td>\n",
       "      <td>-0.337424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-0.054459</td>\n",
       "      <td>1.291490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.854301</td>\n",
       "      <td>0.461832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-1.467110</td>\n",
       "      <td>0.988230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.769059</td>\n",
       "      <td>0.464059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.864182</td>\n",
       "      <td>2.160841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.320895</td>\n",
       "      <td>-0.682581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.201675</td>\n",
       "      <td>0.767145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.910064</td>\n",
       "      <td>0.352476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.203879</td>\n",
       "      <td>2.281753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-1.968103</td>\n",
       "      <td>0.814249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.312965</td>\n",
       "      <td>1.835252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-1.017516</td>\n",
       "      <td>2.107019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>-0.820467</td>\n",
       "      <td>2.150415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>1.987218</td>\n",
       "      <td>2.863377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>0.541367</td>\n",
       "      <td>1.672410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>-0.230476</td>\n",
       "      <td>1.188198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>0.654961</td>\n",
       "      <td>3.311254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>-0.393180</td>\n",
       "      <td>-0.064882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>-0.466270</td>\n",
       "      <td>-0.311687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>-1.669818</td>\n",
       "      <td>-0.640678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>-0.010700</td>\n",
       "      <td>1.530689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>-0.726582</td>\n",
       "      <td>0.929317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2.601033</td>\n",
       "      <td>1.901285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>-0.035434</td>\n",
       "      <td>2.095059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>-1.025942</td>\n",
       "      <td>0.567045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>0.029807</td>\n",
       "      <td>-0.504842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>-0.469849</td>\n",
       "      <td>0.985867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>-0.759971</td>\n",
       "      <td>0.572691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>-1.028649</td>\n",
       "      <td>0.214142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>-0.875858</td>\n",
       "      <td>0.196325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>-0.473615</td>\n",
       "      <td>0.036407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>0.736970</td>\n",
       "      <td>2.111486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>-0.739024</td>\n",
       "      <td>0.271240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>-0.278210</td>\n",
       "      <td>-0.210885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>0.073279</td>\n",
       "      <td>2.083343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>-0.302893</td>\n",
       "      <td>-0.749108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>1.776171</td>\n",
       "      <td>2.567845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>-0.804338</td>\n",
       "      <td>0.139381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>1.674393</td>\n",
       "      <td>2.735944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>-1.237634</td>\n",
       "      <td>0.002766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>-1.044683</td>\n",
       "      <td>0.482758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>-0.890160</td>\n",
       "      <td>0.042753</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            x         y\n",
       "0    2.190873  2.902961\n",
       "1    0.387901  3.441322\n",
       "2   -1.304909  0.586173\n",
       "3   -0.016867  0.907323\n",
       "4    0.284953  1.189304\n",
       "5   -0.050474  0.670980\n",
       "6    0.722333  1.062931\n",
       "7   -0.026326  1.294782\n",
       "8   -0.788587  0.669541\n",
       "9   -0.372764  1.731517\n",
       "10   0.793945  0.844329\n",
       "11  -1.587542 -0.325003\n",
       "12   0.982330 -0.079164\n",
       "13  -0.709190  0.617583\n",
       "14  -0.320185  1.700419\n",
       "15  -1.107602  1.969576\n",
       "16  -0.152153  0.863231\n",
       "17   0.672152 -0.337424\n",
       "18  -0.054459  1.291490\n",
       "19  -0.854301  0.461832\n",
       "20  -1.467110  0.988230\n",
       "21   0.769059  0.464059\n",
       "22   0.864182  2.160841\n",
       "23  -0.320895 -0.682581\n",
       "24   0.201675  0.767145\n",
       "25   0.910064  0.352476\n",
       "26  -0.203879  2.281753\n",
       "27  -1.968103  0.814249\n",
       "28  -0.312965  1.835252\n",
       "29  -1.017516  2.107019\n",
       "..        ...       ...\n",
       "170 -0.820467  2.150415\n",
       "171  1.987218  2.863377\n",
       "172  0.541367  1.672410\n",
       "173 -0.230476  1.188198\n",
       "174  0.654961  3.311254\n",
       "175 -0.393180 -0.064882\n",
       "176 -0.466270 -0.311687\n",
       "177 -1.669818 -0.640678\n",
       "178 -0.010700  1.530689\n",
       "179 -0.726582  0.929317\n",
       "180  2.601033  1.901285\n",
       "181 -0.035434  2.095059\n",
       "182 -1.025942  0.567045\n",
       "183  0.029807 -0.504842\n",
       "184 -0.469849  0.985867\n",
       "185 -0.759971  0.572691\n",
       "186 -1.028649  0.214142\n",
       "187 -0.875858  0.196325\n",
       "188 -0.473615  0.036407\n",
       "189  0.736970  2.111486\n",
       "190 -0.739024  0.271240\n",
       "191 -0.278210 -0.210885\n",
       "192  0.073279  2.083343\n",
       "193 -0.302893 -0.749108\n",
       "194  1.776171  2.567845\n",
       "195 -0.804338  0.139381\n",
       "196  1.674393  2.735944\n",
       "197 -1.237634  0.002766\n",
       "198 -1.044683  0.482758\n",
       "199 -0.890160  0.042753\n",
       "\n",
       "[200 rows x 2 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean, cov = [0, 1], [(1, .5), (.5, 1)]\n",
    "data = np.random.multivariate_normal(mean, cov, 200)\n",
    "df = pd.DataFrame(data, columns=[\"x\", \"y\"])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  观测两个变量之间的分布关系最好用散点图 ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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N5h1+PfZSvfwd3Xn5eQvPTaoCgf0qHNIVfXtnt3y+gNzuknSGlzeqqsoHvY/l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\nkeKxEBEREZHisRARERGR4v0H8oplb7SQ+bsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1efe79ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=df);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VX/0V5syZg/nz56OrqwuyLKO1tRVz587F//t//w/r1q0DADz++OM47bTTcP7557ttfeIT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\nERENPAYiI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FRrjo2NwTTNVGuWy+XUD/ZUVXXfHIehKEqq9URRTP32jA+lTbtm2o95Itq/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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1efedbe48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = np.random.multivariate_normal(mean, cov, 1000).T\n",
    "with sns.axes_style(\"white\"):\n",
    "    sns.jointplot(x=x, y=y, kind=\"hex\", color=\"k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1c1f0529f98>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JE1zK5XLhgWc+EZT18o4aTB6fhDQ+eUNjkK9xu6wkHcV5JpzrtCMxTguzMXhR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\n/Chyps6RuVVENJrJYMBUhxVTRzy/02QwwD0lC+4pWVFlSwp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2qrUPI2OI9dFbb5gOR7ZZ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\nG1GSlyU78EorIVmUXEL7kdjtYiV5WThqH8Xr7x7DUfto0vY57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UxGLf7w4pdh2+XW8hSR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xcDBw4UsbGxiuS7adMmERgYKNzc3ET//v3FmTNnCs3rxo0b4v333xdeXl6iQ4cOYuHChYrE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\nTsCJiIiIiIiITOD/Aas98f5sDUogAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1f0885198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris = sns.load_dataset(\"iris\")\n",
    "sns.pairplot(iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
